An AI assistant that drafts an answer creates a review task. An AI agent that can update a system, send a message or initiate a transaction creates an operating responsibility. That difference should shape how a business introduces agentic AI.
The standards discussion is catching up with this shift. NIST's AI Agent Standards Initiative, introduced in February 2026 and updated on 14 August, includes work on interoperability, agent identity, authentication and security evaluations. It is an emerging US technical initiative, including voluntary guidance work, rather than a binding Canadian business rule. Source: NIST, AI Agent Standards Initiative.
Start with the actions an agent can take
CREDIUM's management recommendation is to assess an agent by its permitted actions and business consequences. A product label tells a leadership team less than a clear description of what the system can read, change and send.
For each proposed use, describe the task in one sentence. Then list the systems involved, the data required and the actions that would affect customers, suppliers, money or records. This turns an abstract AI discussion into a concrete operating decision that business and technical owners can review together.
Give every agent a business owner
A business owner should be accountable for the outcome, the approval boundaries and the decision to continue using the agent. A technical owner should maintain the integration and access controls. The roles can sit with the same person in a small organisation, but neither responsibility should disappear between departments.
The owner also needs to define what the agent should do when it cannot complete the task. A failed handoff that nobody notices can matter more than a visibly incorrect answer. Specify the destination, the urgency and the information that must accompany an escalation.
Use permissions that match the task
Begin with the smallest access scope that supports a useful pilot. An agent preparing an internal account brief may need to read approved records, while updating those records would require a separate decision. Permission to draft a supplier email does not automatically imply permission to send it.
- Read: Identify the approved sources and restrict unnecessary access.
- Prepare: Allow drafts or proposed changes to enter a review queue.
- Act: Define which actions may proceed automatically and under what limits.
- Escalate: Route exceptions to a named person with enough context to decide.
- Stop: Make it possible for an authorised owner to pause the workflow and revoke access.
These are business design boundaries. Their technical enforcement should be checked by the team responsible for the systems involved. A written instruction alone is a weak substitute for an implemented permission boundary.
An illustrative pilot: preparing supplier updates
Imagine a fictional operations team testing an agent that reviews approved delivery records and prepares supplier follow-up drafts. In the first phase, it produces an internal queue showing the record used, the proposed message and any missing information. A person verifies the content and sends the message.
The pilot includes awkward cases: conflicting delivery dates, duplicate supplier names, an incomplete record and a request outside the agreed scope. The team checks whether the agent flags uncertainty and whether the reviewer can reconstruct its proposal. This is a test scenario, not a CREDIUM case study.
Any later permission to send a limited class of messages would require a separate review of recipients, content, exception handling and the ability to stop the process. Success in drafting does not establish success in autonomous communication.
Measure the whole operating process
Track completed tasks, reviewer effort, corrections, escalations and unexpected actions. Keep enough of a record to understand what happened without collecting unnecessary sensitive information. Review the recurring failure patterns and assign responsibility for fixing them.
Include the downstream effects. If an agent creates a larger queue than a manager can review, the apparent speed gain may simply have moved the bottleneck. If staff spend time investigating unexplained changes, the organisation needs clearer records and tighter boundaries before expansion.
A useful first approval document
Before a pilot starts, prepare a one-page decision record: purpose, owner, approved data, permitted actions, mandatory approvals, evaluation criteria, escalation route and review date. Treat changes to permissions as changes to the operating process.
For broader sequencing, connect the pilot to a strategy implementation roadmap. For the commercial case, pair operating controls with AI ROI measurement. A capable agent becomes useful to a business when responsibility remains clear throughout the work it performs.